Web-Based Virtual Laboratory Development for Basic Practicums in Science and Technology
←
→
Page content transcription
If your browser does not render page correctly, please read the page content below
TEM Journal. Volume 11, Issue 1, pages 396-402, ISSN 2217-8309, DOI: 10.18421/TEM111-50, February 2022. Web-Based Virtual Laboratory Development for Basic Practicums in Science and Technology Sriadhi Sriadhi 1, Abdul Hamid 2, Restu Restu 3 1 Department of ITC Education, Universitas Negeri Medan, Medan, Indonesia, 2 Department of BT Education, Universitas Negeri Medan, Medan, Indonesia, 3 Postgraduate Program, Universitas Negeri Medan, Medan, Indonesia Abstract – The limitations of laboratory practice lead development of science, technology and stakeholder to graduates’ low competence. This study aims to demands. Students in the fields of science and develop a web-based virtual laboratory application to technology need sufficient laboratory practicums to overcome the inability to implement laboratory be competent in their scientific field. To achieve this, practicums due to limited facilities and regulations there are many determining factors, such as teaching related to the COVID-19 pandemic. The application was built using the system development life cycle materials, learning facilities, and the learning process (SDLC) model. The results from the LMS virtual labs [1]. In the fields of science and technology, test revealed the high suitability of the application for laboratory practicums are needed to provide use. The Virtual Labs module application as LMS professional competence [2]. In fact, it was content was considered feasible and effective for use in discovered that student laboratory practicums were basic science and technology laboratory practicums. not always conducted due to a lack of facilities, a The study recommended the use of the virtual limited number of instructors, and the ratio of laboratory application so that students could perform participants to the availability of practicum sessions laboratory practicums virtually and independently as [3]. This weakness has caused students’ competence if in a real laboratory without being hindered by time, and learning outcomes to decrease. laboratory facilities, and instructors. Universitas Negeri Medan (Medan State Keywords – Virtual Labs, science and technology, University) has long been experiencing problems in learning outcomes. the implementation of laboratory practicums, especially in the Faculty of Engineering. Under 1. Introduction normal conditions, laboratory practicums are always delayed due to a lack of facilities, a substantial The development of science and technology requires number of students using the laboratory, and limited universities to prepare graduates according to the availability of practicum sessions [4]. The existence of the COVID-19 pandemic has worsened the DOI: 10.18421/TEM111-50 conditions because actual laboratory practicums were https://doi.org/10.18421/TEM111-50 not allowed. Thus, innovative efforts are needed to overcome these problems. Corresponding author: Sriadhi Sriadhi, The main problem relates to the low competence of Department of ITC Education, Universitas Negeri Medan, students, especially students majoring in the fields of Medan, Indonesia. science and engineering. This problem is caused by Email: sriadhi@unimed.ac.id the lack of laboratory practicums, which has led to Received: 03 January 2022. students’ competence and professional expertise Revised: 12 February 2022. learning outcomes decreasing. Innovative efforts are Accepted: 18 February 2022. necessary to solve this problem so that the quality of Published: 28 February 2022. education does not decrease further. These efforts © 2022 Sriadhi Sriadhi, Abdul Hamid & Restu include addressing the availability of practicum Restu; published by UIKTEN. This work is licensed under sessions, materials and equipment used, practicum the Creative Commons Attribution‐NonCommercial‐ mechanisms, and evaluation of laboratory practicum NoDerivs 4.0 License. results. The article is published with Open Access at https://www.temjournal.com/ 396 TEM Journal – Volume 11 / Number 1 / 2022.
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. 1.1. The Purpose and Urgency of the Study Laboratory practicums cannot be performed for several reasons, such as being of high risk and This study aimed to build a virtual laboratory dangerous and limited facilities and resources [10], application system (Virtual Labs) that can be used by [11]. The existence of the COVID-19 pandemic has students to conduct basic laboratory practicums made virtual laboratories an absolute must for virtually. The practicums are devoted to students practicum learning because laboratory practicums are majoring in the fields of science and technology not allowed. A virtual laboratory enables students to including the subjects of basic physics, basic perform practical work using computer-aided electronics and basic electrical engineering. This simulation applications combined with web-based application was developed to be web-based so that it resources; interactive media, educational videos, could be accessed online and in real time. The stages animations, and simulations and educational games of the research were as follows: in online learning environments [9]. 1) Analyze users’ needs based on the curriculum Utilization of the Virtual Labs application makes and developments in science and technology. learning more interesting, interactive, effective, and 2) Design a workflow that regulates the correlation efficient; and learning can occur anywhere and between variables in the system. anytime and in real time [12]. Virtual Labs simplifies 3) Build a web-based e-learning LMS by complex processes into simple processes, visualizes establishing online learning activity features, abstract objects into reality, and reduces the risk of teaching material storage, discussion forums, harm in science and technology periments [4], [11]. virtual practicum applications, and evaluations. In addition, virtual laboratories with interactive 4) Test the performance of the web-based e- simulations can improve creative thinking and learning LMS according to standards. problem solving skills, increase the meaning of what 5) Develop Virtual Labs application modules is learned, and provide a real context for learning covering basic concepts, multimedia animations, with real conditions [13], [14]. interactive simulations, worksheets, and virtual The selection of Virtual Labs as a solution to this laboratory practicum simulations. problem is based on the results of needs analysis and 6) Test the feasibility of the Virtual Labs a literature review providing research results and application module system based on the previous best practices. Many studies have proven feasibility standard. that virtual laboratories are effective for practical 7) Test the effectiveness of the system as a virtual learning in various subjects such as physics [5]; [15], laboratory. chemistry [10], biology [16], magnetism [17], basic electronics [7], computers [18], engineering The results of this study were unique and novel. education [14], [19]. The results of these studies have The proposal is an innovation in virtual laboratory proven that virtual laboratories have many practicum learning that visualizes abstract science advantages, so it is considered appropriate to solve events and makes them real, making them easily the problem of the absence of laboratory practicums understood by students. In addition, the virtual that resulted in students’ low learning outcomes. laboratory was intended to solve problems that the laboratory practicums could not be conducted due to 2. Research Methods various limitations. Therefore, laboratory practicums needed to be performed virtually. This research was conducted at the State University of Medan – Indonesia in 2021 with the 1.2. Theoretical Study aim of developing basic laboratory practicums in the A virtual laboratory (Virtual Lab) is a laboratory fields of science and technology. The application consisting of interactive multimedia-based computer program was developed using the system software designed to simulate laboratory activities as development life cycle (SDLC) method through if the user was in an actual laboratory [5], [6]. several stages, including (1) system investigation, (2) Virtual laboratories utilize computer equipment and system analysis, (3) system design, and (4) system applications based on e-learning rules and the use of implementation [20]. The SDLC model was selected various media, such as videos, educational games, because it uses a complete cycle to identify users’ animations and simulations, to visualize laboratory needs. The framework of the CodeIgniter software activities as they are performed in actual laboratories and Personal Home Page (PHP) were used based on [7], [8], [9]. The various advantages of a virtual the advantages of their security systems, practicality laboratory practicum include visualization or and access speed. The database uses MySQL and simulation and interaction of experimental PostgreSQL due to their advantages and the phenomena as if they occurred in an actual flexibility of the table structures [21]. laboratory. TEM Journal – Volume 11 / Number 1 / 2022. 397
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. LMS Virtual Labs performance testing refers to a A. An administrator logs in and has access to (1) life cycle procedure, namely, verifying that the academics to manage course data, lecture halls, program meets system requirements through stub study programs, faculties, and academic years; (2) testing, unit testing, black-box testing, white-box students to manage active participants during testing and integration testing [20]. The feasibility lectures; (3) lecturers to manage caregivers and test of the Virtual Labs application module includes 9 class schedules; and (4) lectures to manage aspects of the test, namely, the subject matter, lecturers’ assignments, scheduling and student auxiliary information, affective considerations, assessment management. interface, navigation, pedagogy, invisible features, B. A lecturer logs in and has access to facilities robustness, and supplementary material [22]. The including (1) approval of lecture participants; (2) effectiveness of the virtual laboratory system (web- lecture management that consists of lecture based LMS & Virtual Labs application module) was contracts, teaching materials and the storage of tested with the implementation of basic physics, hyperlinks to YouTube, Google Drive, Dropbox basic electronics, and basic electrical engineering and practicum assignments; and (3) assessment, practicums. including test instruments, exam schedules, and reports. 3. Results and Discussion C. A student logs in and has access to (1) practicum registration; (2) downloaded teaching material Virtual Labs was developed in the form of a web- documents, presentation slides, videos, based learning LMS using the SDLC model. The animations, and virtual practicum simulations; investigation stage of the system succeeded in and (3) examination and report results. identifying the problems and system procedures; Figure 2. and Figure 3. show some of the features compiling alternative solutions; and classifying the available in the Virtual Labs application program. system development, technical feasibility and economic feasibility. System analysis succeeded in classifying the data and system requirements and designing a new system that is more effective and efficient, easy (user-friendly) and logical. System design includes the conversion procedures for more detailed system services, compiling data structures, information display criteria, and system configuration. In the implementation stage, the system includes improving the system design, testing and installing new program applications and system testing. The application system provides three access Figure 2. Display of the Virtual Labs LMS groups: (a) administrators, (b) lecturers or lab staff, and (c) students. The system flow is shown in Figure 1. Figure 3. Virtual experiment of Dioda Program performance testing using SDLC syntax was performed on each program model unit to test whether the performance was in accordance with the design, unit integration and connection reliability in the system. The final results of the test based on all Figure 1. Data flow of the Virtual Labs system aspects of the criteria group showed its feasibility, and the results are shown in Table 1. 398 TEM Journal – Volume 11 / Number 1 / 2022.
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. Table 1. Feasibility of LMS Virtual Labs No Aspects & Criteria Feasibility Average Design & Construction 87.30 a. layout system 83.67 b. program facilities 88.00 c. navigation 93.67 d. hyperlink 95.00 1 e. interface 82.67 f. interactivities 85.67 g. visualization 92.00 h. color resolution 85.00 i. operational system 80.00 User needs 81.89 Figure 4. Feasibility of the Virtual Labs module 2 a. needs representative 80.33 b. level of usage 82.33 The tests for the virtual laboratory module were c. help desk system 83.00 conducted several times according to the feasibility Reliability 86.56 of each aspect. Some aspects, such as the pedagogy a. stability 82.67 and navigation aspects, were found to be feasible 3 with very high eligibility criteria in the first test. b. consistency 89.00 c. compatibility 88.00 However, other aspects, namely, robustness and supplementary materials, were improved several Security system 84.67 times until they were found to be feasible. The 4 a. login system 91.67 eligibility limit for the Virtual Labs module was set b. program security 80.00 at a minimum of 80% to ensure content validity, c. multiple layers 82.33 although in its implementation, lecturers would Ease of use 83.33 continue to develop the content on an ongoing basis as needed. 5 a. usability 85.67 The next test was the test of effectiveness of the b. friendly 81.00 system through the implementation of lectures using c. support system 83.33 the Virtual Labs system (web-based LMS & Virtual Total mean 85.48 Labs module application) for the basic physics, basic electronics and basic electrical engineering modules. Web-based LMS testing was executed several The measurement used a scale of 5 for groups of times to obtain eligibility according to the established students in three study programs, namely, informatics standards. Design and construction obtained the technology and computer education (ITCE), highest score of 87.3%, as required. Furthermore, the electrical engineering education (EEE), electrical user needs aspect, although feasible, needs to be engineering (EE); and the results are shown in Table improved to meet user needs. The differences in 2. students' initial abilities in mastering the three Table 2. Mean score of effectiveness subjects caused differing needs that need to be followed up with more specific activities for these No Aspects ICTE EEE EE Average needs to be accommodated into Virtual Labs 1 Content relevance 4.65 4.35 4.26 4.42 application content. The overall test results showed 2 Teaching materials 3.82 3.79 3.74 3.78 that all aspects of the LMS were confirmed to be 3 Concept clarity 4.25 4.28 4.12 4.22 Practical feasible with results greater than 80%. 4 3.68 4.64 4.36 4.23 application After the web-based learning LMS system was 5 Simulation Media 3.86 4.52 3.88 4.09 confirmed to be feasible, the next test was the Practical feasibility of the Virtual Labs module application as 6 4.64 4.58 4.35 4.52 Mechanism LMS content. Tests were performed by validators 7 Data recording 4.32 4.25 4.61 4.39 who were experts in the fields of educational 8 Enrichment 3.64 3.42 3.28 3.45 technology, multimedia learning and teaching Level of 9 4.62 4.68 4.35 4.55 materials. Using the criteria from Alessi and Trollip competences (2001), the results of the feasibility test for the 10 Acceptability 4.53 4.55 4.42 4.50 Virtual Labs module application are shown in Figure 11 Student motivation 4.28 4.56 4.52 4.45 4. Learning 12 4.68 4.35 4.36 4.46 satisfaction Total 4.25 4.33 4.19 4.26 TEM Journal – Volume 11 / Number 1 / 2022. 399
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. The results of the data analysis showed that 10 of Virtual Labs application module as LMS content to the 12 aspects obtained a mean score greater than support virtual laboratory practicums with 90.1% 4.0, which was categorized as very high. Learning effectiveness. outcomes (LO) achieved the highest average score of If analyzed based on the respondent group, the 4.55, which was equivalent to 90.1%. Some of the mean scores of the effectiveness of the three study supporting aspects of the practicum materials programs had differences, even though the mean developed in the application were very relevant, with scores were still high. For this reason, comparative an average score of 4.42 (88.4%). The practicum statistical analysis was executed using the ANOVA mechanism achieved a score of 4.52 (90.4%), and the technique. The results of the test of the homogeneity availability of simulation media and data recording of variances, which are the requirements of the of practicum results was greater than 80%. Support analysis, obtained a P value of 0.765. This means that for these aspects was required by students to perform the three groups were affirmed to be homogeneous at the practicum correctly and effectively. The results of = 5%. Then, a comparison test was conducted using this study agreed with those of previous relevant one-way ANOVA, and the results are shown in Table studies conducted by Dhang et al. [7], Gupta [11], 3. and Shopi and Eka [15]. Animation and simulation media also played a very Table 3. ANOVA significant role in improving students’ understanding in virtual laboratory practicums. This was a result of Effect.Aspects the process of preparing animation and simulation Sum of Mean media on the Virtual Labs application module that df F Sig. Squares Square paid attention to the principles of multimedia design, Between Groups .124 2 .062 .420 .660 as emphasized by Mayer [23]. In addition, cognitive Within Groups 4.884 33 .148 load reduction was also implemented to improve the information processing system so that information Total 5.008 35 could be received, understood, and stored in the brain system, as emphasized by Clark and Mayer [24]. In The ANOVA test results show a P value of 0.660, the development of this virtual laboratory module, which accepts Ho. These results proved that there the role of artificial intelligence in the form of were no significant differences in the effectiveness of augmented reality and virtual reality was also very using the Virtual Labs application module in the substantial so that it could meet the students’ needs, three sample groups. The effectiveness of using the especially to answer the problem related to the Virtual Labs application in the informatics absence of real-time laboratory practicum due to technology and computer education study program various obstacles. The results of this study reached an average score of 4.25, which means that strengthened the findings of previous studies, the problem of low student competence due to the especially the research conducted by Nantsou et al. limitations of laboratory practicum can be solved [12]. with 85% effectiveness through virtual laboratory Regarding acceptability, an average score of 4.5 practicum using the Virtual Labs application. was obtained, meaning that the acceptability of the Likewise, the electrical engineering education and Virtual Lab module application reached 90% electrical engineering study programs reached according to users’ (student) expectations. This effectivenesses of 86.6% and 83.8%, respectively. acceptance increased students' learning motivation, The results of this study were in line with the which was classified as high (89%) and ultimately research of Tatli and Ayas [10], which confirmed led to 89.2% satisfaction with using the Virtual Labs that virtual laboratories could solve the issues of application module. The improvement of these basic chemistry practicums; Murniza’s research [16], psychological aspects was necessary because it in biology through the VLab-Bio application; and affected learning activities that would determine the Gupta's research [17], in the field of a virtual lab achievement of the students’ laboratory practicum module for concepts of electric and magnetic fields. learning outcomes, as evidenced in previous studies Thus, the results of this study proved that Virtual [8], [25]. There were two aspects that still need to be Labs could be a solution to the problem of the improved, namely, the scope of the content material absence of basic laboratory practicum in the fields of and enrichment. However, the results of the overall science and technology due to limited facilities or effectiveness analysis of the Virtual Labs application other obstacles, such as the COVID-19 pandemic. module were high, with a total mean score of 4.26 equivalent to 83.2%. Thus, the Virtual Labs Virtual laboratories are the right solution that strive application module proved to be feasible and to increase students’ learning outcomes from virtual effective for use as a virtual laboratory practicum laboratory practicums without being limited by time, model. The eligibility included web-based e-learning place, facilities, instructors, laboratory assistants and as an LMS that could be accessed online and the other limitations. 400 TEM Journal – Volume 11 / Number 1 / 2022.
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. 4. Conclusion [5]. İnce, E., Kırbaşlar, F. G., Güneş, Z. Ö., Yaman, Y., Yolcu, Ö., & Yolcu, E. (2015). An innovative Competence in the field of student expertise is approach in virtual laboratory education: The case of determined by the laboratory practicum that has been “IUVIRLAB” and relationships between communication skills with the usage of conducted. The limitations of laboratory facilities IUVIRLAB. Procedia-Social and Behavioral and the COVID-19 pandemic have prevented Sciences, 195, 1768-1777. laboratory practicums from being performed, which https://doi.org/10.1016/j.sbspro.2015.06.377 resulted in very low student competence. This [6]. Chiodi, G. A., Soutadet, A. J., & Bosio, M. A. (2021). research succeeded in developing a virtual laboratory Virtual Laboratory and Mobile Devices as a Support practicum model. LMS web-based e-learning was Tool for the Teaching-Learning Processes of Physics considered feasible through a series of tests; and the in Pandemic Times. International Journal of Recent Virtual Labs application module for laboratory Contributions from Engineering, Science & IT (IJES), practicums in the fields of basic physics, basic 9(3), 76. electronics, and basic electrical engineering as LMS https://doi.org/10.3991/ijes.v9i3.24473. [7]. Dhang, S., & Chittaranjan, M. (2017). Virtual content had also been found to achieve high laboratory for basic electronics. Journal of effectiveness. Henceforth, virtual laboratory Engineering, Science and Management practicum modules for other fields need to be Education, 10(1), 67-74. developed. The Virtual Labs application is an [8]. Gabajová, G., Furmannová, B., & Rolinčinová, I. innovative method to solve the problem of the low (2020). Use of augmented and virtual reality in competence of students' skills due to the absence of industral engineering. Acta Tecnol, 6(2), 31-34. laboratory practicums. The development of the web- [9]. Estriegana, R., Medina-Merodio, J. A., & Barchino, based Virtual Labs application as a result of this R. (2019). Student acceptance of virtual laboratory research can be a solution to these problems and can and practical work: An extension of the technology be used as a basis for the development in other fields acceptance model. Computers & Education, 135, 1- 14. as needed. https://doi.org/10.1016/j.compedu.2019.02.010 [10]. Tatli, Z., & Ayas, A. (2010). Virtual laboratory Acknowledgments applications in chemistry education. Procedia-Social and behavioral sciences, 9, 938-942. This paper is written based on the results of a study that https://doi.org/10.1016/j.sbspro.2010.12.263 has been conducted in accordance with contracts No. [11]. Potkonjak, V., Gardner, M., Callaghan, V., Mattila, 190/SP2H/AMD/LT/DRPM/2020 and P., Guetl, C., Petrović, V. M., & Jovanović, K. No.214/E4.1/AK.04.PT/2021. (2016). Virtual laboratories for education in science, The authors would like to thank the Government of the technology, and engineering: A review. Computers & Republic of Indonesia and Medan State University for Education, 95, 309-327. facilitating this research until its completion. https://doi.org/10.1016/j.compedu.2016.02.002. [12]. Nantsou, T. P., Kapotis, E. C., & Tombras, G. S. (2021). A Physics and Engineering Lab for Primary References Teachers at CERN. International Journal of Recent Contributions from Engineering, Science & IT (IJES), [1]. Bhatti, Z., Abro, A., Gillal, A. R., & Karbasi, M. 9(3), 20. (2017). Be-Educated Multimedia Learning Through https://doi.org/10.3991/ijes.v9i3.24753. 3D Animation. International Journal of Computer [13]. Trnka, P., Vrána, S., & Šulc, B. (2016). Comparison Science and Emerging Technologies, 1(1), 13-22. of various technologies used in a virtual [2]. Kiat, T. Y., Jumintono, K., ES, S., Handayani, E., laboratory. IFAC-PapersOnLine, 49(6), 144-149. Anggarini, Y., & Rofik, M. (2020). The effectiveness https://doi.org/10.1016/j.ifacol.2016.07.168 of multimedia learning on academic achievement in [14]. Zotova, M., Likhouzova, T., Shegai, L., & reproduction topic science subject. Universal Journal Korobeynikova, E. (2021). The Use of MOOCS in of Educational Research, 8(8), 3625-3629. Online Engineering Education. International Journal [3]. Sriadhi, S., Restu, R., & Sitompul, H. (2021, March). of Engineering Pedagogy, 11(3), 157-173. Multimedia simulation model for electrical laboratory https://doi.org/10.3991/IJEP.V11I3.20411 learning. In IOP Conference Series: Materials Science [15]. Maulidah, S. S., & Prima, E. C. (2018). Using and Engineering (Vol. 1098, No. 3, p. 032020). IOP Physics Education Technology as Virtual Laboratory Publishing. in Learning Waves and Sounds. Journal of Science [4]. Sriadhi, S., Restu, R., Sitompul, H., & Manurung, J. Learning, 1(3), 116-121. (2019, December). Development of web-virtual [16]. Muhamad, M., Zaman, H. B., & Ahmad, A. (2012). laboratory to improve the effectiveness and efficiency Virtual biology laboratory (VLab-Bio): Scenario- of remedial learning. In Journal of Physics: based learning approach. Procedia-Social and Conference Series (Vol. 1402, No. 7, p. 077059). IOP Behavioral Sciences, 69, 162-168. Publishing. https://doi.org/10.1016/j.sbspro.2012.11.395. TEM Journal – Volume 11 / Number 1 / 2022. 401
TEM Journal. Volume 11, Issue 1, pages 396‐402, ISSN 2217‐8309, DOI: 10.18421/TEM111‐50, February 2022. [17]. Gupta, T., Prachi, S. M. A., Akhtar, J. M., & [20]. Whitten, J. L., Bentley, L. D. (2007). Systems Srivastava, V. K. (2012). Development of the virtual Analysis and Design Methods (7th ed.). McGraw Hill lab module for understanding the concepts of electric Irwin. and magnetic field patterns in rectangular waveguides [21]. Laudon, K. C., & Laudon, J. P. (2015). Management and cavities. International Journal of Online information system. Pearson Education India. Engineering, 8(3), 12–21. [22]. Alessi, S. M., & Trollip, S. R. (2001). Multimedia https://doi.org/10.3991/ijoe.v8i3.2113. for learning: Methods and development. Allyn & [18]. Sus, B., Tmienova, N., Revenchuk, I., & Vialkova, Bacon. V. (2019, October). Development of virtual laboratory [23]. Mayer, R. E. (2014). Multimedia Learning (2nd ed.). works for technical and computer sciences. Cambridge University press. In International Conference on Information and [24]. Clark, R., and Mayer, R. E. (2011). E-Learning and Software Technologies (pp. 383-394). Springer, the science of instruction (2nd ed.). J. Wiley inc. Cham. [25]. Bajpai, M., & Kumar, A. (2015). Effect of virtual https://doi.org/10.1007/978-3-030-30275-7_29. laboratory on students’ conceptual achievement in [19]. Giang, N. T. H., Hai, P. T. T., Tu, N. T. T., & Tan, physics. International Journal of Current P. X. (2021). Exploring the readiness for digital Research, 7(2), 12808-12813. transformation in a higher education institution towards industrial revolution 4.0. International Journal of Engineering Pedagogy, 11(2), 4-24. https://doi.org/10.3991/IJEP.V11I2.17515. 402 TEM Journal – Volume 11 / Number 1 / 2022.
You can also read